{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from pycocotools.coco import COCO\n",
    "from pycocotools import mask as cocomask\n",
    "from pycocotools.cocoeval import COCOeval\n",
    "import numpy as np\n",
    "import skimage.io as io\n",
    "import matplotlib.pyplot as plt\n",
    "import pylab\n",
    "import random\n",
    "import os\n",
    "pylab.rcParams['figure.figsize'] = (8.0, 10.0)\n",
    "\n",
    "VAL_IMAGES_PATH = '../data/raw/val/images'\n",
    "VAL_GROUND_TRUTH_PATH = '../data/raw/val/annotation.json'\n",
    "PREDICTIONS_PATH = '../data/experiments_eval/prediction.json'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading annotations into memory...\n",
      "Done (t=0.14s)\n",
      "creating index...\n",
      "index created!\n",
      "Loading and preparing results...\n",
      "DONE (t=0.01s)\n",
      "creating index...\n",
      "index created!\n"
     ]
    }
   ],
   "source": [
    "coco_ground_truth = COCO(VAL_GROUND_TRUTH_PATH)\n",
    "coco_pred = coco_ground_truth.loadRes(PREDICTIONS_PATH)\n",
    "image_ids = coco_ground_truth.getImgIds()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Choose image id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "24380\n"
     ]
    }
   ],
   "source": [
    "image_id = random.choice(image_ids) # or by hand\n",
    "print(image_id)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = coco_ground_truth.loadImgs(image_id)[0]\n",
    "\n",
    "annotations_gt = coco_ground_truth.loadAnns(coco_ground_truth.getAnnIds(imgIds=img['id']))\n",
    "annotations_pred = coco_pred.loadAnns(coco_pred.getAnnIds(imgIds=img['id']))\n",
    "\n",
    "image_path = os.path.join(VAL_IMAGES_PATH, img[\"file_name\"])\n",
    "I = io.imread(image_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(I);\n",
    "coco_ground_truth.showAnns(annotations_gt)\n",
    "plt.title('Ground truth');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(I);\n",
    "coco_pred.showAnns(annotations_pred)\n",
    "plt.title('Predictions');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py_36",
   "language": "python",
   "name": "py_36"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  },
  "neptune": {
   "notebookId": "e289997b-9e0d-4a6d-a312-a05aacb5c33c"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
